Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 4721 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 829.8 KiB |
| Average record size in memory | 180.0 B |
Variable types
| Categorical | 3 |
|---|---|
| Numeric | 15 |
numbervmailmessages is highly overall correlated with voicemailplan | High correlation |
totaldayminutes is highly overall correlated with totaldaycharge | High correlation |
totaldaycharge is highly overall correlated with totaldayminutes | High correlation |
totaleveminutes is highly overall correlated with totalevecharge | High correlation |
totalevecharge is highly overall correlated with totaleveminutes | High correlation |
totalnightminutes is highly overall correlated with totalnightcharge | High correlation |
totalnightcharge is highly overall correlated with totalnightminutes | High correlation |
totalintlminutes is highly overall correlated with totalintlcharge | High correlation |
totalintlcharge is highly overall correlated with totalintlminutes | High correlation |
voicemailplan is highly overall correlated with numbervmailmessages | High correlation |
internationalplan is highly imbalanced (54.7%) | Imbalance |
numbervmailmessages has 3483 (73.8%) zeros | Zeros |
numbercustomerservicecalls has 971 (20.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-22 09:49:21.971600 |
|---|---|
| Analysis finished | 2023-03-22 09:50:03.077384 |
| Duration | 41.11 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
churn
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 73.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4721 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4079 | |
| 1 | 642 | 13.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4079 | |
| 1 | 642 | 13.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4079 | |
| 1 | 642 | 13.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4721 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4079 | |
| 1 | 642 | 13.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4721 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4079 | |
| 1 | 642 | 13.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4721 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4079 | |
| 1 | 642 | 13.6% |
accountlength
Real number (ℝ)
| Distinct | 210 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.918238 |
| Minimum | 1 |
|---|---|
| Maximum | 217 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 166 |
| Maximum | 217 |
| Range | 216 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 39.299039 |
|---|---|
| Coefficient of variation (CV) | 0.39331198 |
| Kurtosis | -0.22666394 |
| Mean | 99.918238 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.058607176 |
| Sum | 471714 |
| Variance | 1544.4145 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 64 | 1.4% |
| 87 | 56 | 1.2% |
| 93 | 56 | 1.2% |
| 105 | 55 | 1.2% |
| 100 | 53 | 1.1% |
| 112 | 53 | 1.1% |
| 95 | 52 | 1.1% |
| 116 | 50 | 1.1% |
| 101 | 50 | 1.1% |
| 78 | 49 | 1.0% |
| Other values (200) | 4183 |
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 2 | < 0.1% |
| 3 | 8 | |
| 4 | 3 | 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 4 | 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 3 | 0.1% |
| 10 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 217 | 3 | |
| 216 | 1 | < 0.1% |
| 215 | 1 | < 0.1% |
| 212 | 2 | |
| 210 | 2 | |
| 209 | 3 | |
| 208 | 1 | < 0.1% |
| 205 | 2 | |
| 204 | 1 | < 0.1% |
| 202 | 2 |
internationalplan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 73.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4721 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4272 | |
| 1 | 449 | 9.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4272 | |
| 1 | 449 | 9.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4272 | |
| 1 | 449 | 9.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4721 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4272 | |
| 1 | 449 | 9.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4721 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4272 | |
| 1 | 449 | 9.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4721 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4272 | |
| 1 | 449 | 9.5% |
voicemailplan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 73.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4721 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3482 | |
| 1 | 1239 | 26.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3482 | |
| 1 | 1239 | 26.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3482 | |
| 1 | 1239 | 26.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4721 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3482 | |
| 1 | 1239 | 26.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4721 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3482 | |
| 1 | 1239 | 26.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4721 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3482 | |
| 1 | 1239 | 26.2% |
numbervmailmessages
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6454141 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 3483 |
| Zeros (%) | 73.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 16 |
| 95-th percentile | 36 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 13.420311 |
|---|---|
| Coefficient of variation (CV) | 1.7553413 |
| Kurtosis | 0.20184797 |
| Mean | 7.6454141 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3573374 |
| Sum | 36094 |
| Variance | 180.10475 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3483 | |
| 31 | 77 | 1.6% |
| 28 | 63 | 1.3% |
| 29 | 63 | 1.3% |
| 33 | 62 | 1.3% |
| 24 | 60 | 1.3% |
| 27 | 60 | 1.3% |
| 26 | 56 | 1.2% |
| 30 | 56 | 1.2% |
| 32 | 51 | 1.1% |
| Other values (34) | 690 | 14.6% |
| Value | Count | Frequency (%) |
| 0 | 3483 | |
| 4 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 4 | 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 11 | 0.2% |
| 13 | 4 | 0.1% |
| 14 | 9 | 0.2% |
| Value | Count | Frequency (%) |
| 48 | 4 | 0.1% |
| 47 | 4 | 0.1% |
| 46 | 8 | 0.2% |
| 45 | 10 | 0.2% |
| 44 | 9 | 0.2% |
| 43 | 16 | 0.3% |
| 42 | 16 | 0.3% |
| 41 | 21 | |
| 40 | 26 | |
| 39 | 40 |
totaldayminutes
Real number (ℝ)
| Distinct | 1912 |
|---|---|
| Distinct (%) | 40.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.70483 |
| Minimum | 25.9 |
|---|---|
| Maximum | 338.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 25.9 |
|---|---|
| 5-th percentile | 93.2 |
| Q1 | 144 |
| median | 180.1 |
| Q3 | 216.7 |
| 95-th percentile | 271.2 |
| Maximum | 338.4 |
| Range | 312.5 |
| Interquartile range (IQR) | 72.7 |
Descriptive statistics
| Standard deviation | 53.154035 |
|---|---|
| Coefficient of variation (CV) | 0.29414839 |
| Kurtosis | -0.1592517 |
| Mean | 180.70483 |
| Median Absolute Deviation (MAD) | 36.3 |
| Skewness | 0.021507088 |
| Sum | 853107.5 |
| Variance | 2825.3515 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 174.5 | 9 | 0.2% |
| 180 | 9 | 0.2% |
| 177.1 | 9 | 0.2% |
| 189.3 | 9 | 0.2% |
| 159.5 | 9 | 0.2% |
| 154 | 9 | 0.2% |
| 143.7 | 8 | 0.2% |
| 185 | 8 | 0.2% |
| 168.4 | 8 | 0.2% |
| 184.5 | 8 | 0.2% |
| Other values (1902) | 4635 |
| Value | Count | Frequency (%) |
| 25.9 | 1 | |
| 27 | 1 | |
| 29.9 | 1 | |
| 30.9 | 1 | |
| 34 | 1 | |
| 34.5 | 1 | |
| 35.1 | 1 | |
| 37.4 | 1 | |
| 37.7 | 1 | |
| 37.8 | 1 |
| Value | Count | Frequency (%) |
| 338.4 | 1 | |
| 337.4 | 1 | |
| 335.5 | 1 | |
| 334.3 | 1 | |
| 332.9 | 1 | |
| 332.1 | 1 | |
| 329.8 | 1 | |
| 328.1 | 1 | |
| 326.5 | 1 | |
| 326.3 | 1 |
totaldaycalls
Real number (ℝ)
| Distinct | 113 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.08028 |
| Minimum | 42 |
|---|---|
| Maximum | 158 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 42 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 133 |
| Maximum | 158 |
| Range | 116 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.528058 |
|---|---|
| Coefficient of variation (CV) | 0.19512393 |
| Kurtosis | -0.1463992 |
| Mean | 100.08028 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.012371531 |
| Sum | 472479 |
| Variance | 381.34504 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 111 | 2.4% |
| 102 | 107 | 2.3% |
| 95 | 99 | 2.1% |
| 100 | 98 | 2.1% |
| 97 | 98 | 2.1% |
| 94 | 98 | 2.1% |
| 112 | 97 | 2.1% |
| 110 | 96 | 2.0% |
| 108 | 95 | 2.0% |
| 96 | 94 | 2.0% |
| Other values (103) | 3728 |
| Value | Count | Frequency (%) |
| 42 | 2 | < 0.1% |
| 44 | 4 | |
| 45 | 3 | |
| 46 | 1 | < 0.1% |
| 47 | 3 | |
| 48 | 4 | |
| 49 | 3 | |
| 50 | 1 | < 0.1% |
| 51 | 4 | |
| 52 | 6 |
| Value | Count | Frequency (%) |
| 158 | 3 | 0.1% |
| 157 | 2 | < 0.1% |
| 156 | 3 | 0.1% |
| 152 | 2 | < 0.1% |
| 151 | 6 | |
| 150 | 6 | |
| 149 | 1 | < 0.1% |
| 148 | 6 | |
| 147 | 10 | |
| 146 | 7 |
totaldaycharge
Real number (ℝ)
| Distinct | 1912 |
|---|---|
| Distinct (%) | 40.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.720381 |
| Minimum | 4.4 |
|---|---|
| Maximum | 57.53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 4.4 |
|---|---|
| 5-th percentile | 15.84 |
| Q1 | 24.48 |
| median | 30.62 |
| Q3 | 36.84 |
| 95-th percentile | 46.1 |
| Maximum | 57.53 |
| Range | 53.13 |
| Interquartile range (IQR) | 12.36 |
Descriptive statistics
| Standard deviation | 9.036148 |
|---|---|
| Coefficient of variation (CV) | 0.29414179 |
| Kurtosis | -0.15916187 |
| Mean | 30.720381 |
| Median Absolute Deviation (MAD) | 6.17 |
| Skewness | 0.021522326 |
| Sum | 145030.92 |
| Variance | 81.65197 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.67 | 9 | 0.2% |
| 30.6 | 9 | 0.2% |
| 30.11 | 9 | 0.2% |
| 32.18 | 9 | 0.2% |
| 27.12 | 9 | 0.2% |
| 26.18 | 9 | 0.2% |
| 24.43 | 8 | 0.2% |
| 31.45 | 8 | 0.2% |
| 28.63 | 8 | 0.2% |
| 31.37 | 8 | 0.2% |
| Other values (1902) | 4635 |
| Value | Count | Frequency (%) |
| 4.4 | 1 | |
| 4.59 | 1 | |
| 5.08 | 1 | |
| 5.25 | 1 | |
| 5.78 | 1 | |
| 5.87 | 1 | |
| 5.97 | 1 | |
| 6.36 | 1 | |
| 6.41 | 1 | |
| 6.43 | 1 |
| Value | Count | Frequency (%) |
| 57.53 | 1 | |
| 57.36 | 1 | |
| 57.04 | 1 | |
| 56.83 | 1 | |
| 56.59 | 1 | |
| 56.46 | 1 | |
| 56.07 | 1 | |
| 55.78 | 1 | |
| 55.51 | 1 | |
| 55.47 | 1 |
totaleveminutes
Real number (ℝ)
| Distinct | 1833 |
|---|---|
| Distinct (%) | 38.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.72156 |
| Minimum | 52.9 |
|---|---|
| Maximum | 349.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 52.9 |
|---|---|
| 5-th percentile | 118.9 |
| Q1 | 166.7 |
| median | 201.1 |
| Q3 | 233.9 |
| 95-th percentile | 283.3 |
| Maximum | 349.4 |
| Range | 296.5 |
| Interquartile range (IQR) | 67.2 |
Descriptive statistics
| Standard deviation | 49.661687 |
|---|---|
| Coefficient of variation (CV) | 0.2474158 |
| Kurtosis | -0.14692218 |
| Mean | 200.72156 |
| Median Absolute Deviation (MAD) | 33.9 |
| Skewness | 0.020262572 |
| Sum | 947606.5 |
| Variance | 2466.2831 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 169.9 | 10 | 0.2% |
| 199.7 | 10 | 0.2% |
| 230.9 | 10 | 0.2% |
| 194 | 9 | 0.2% |
| 167.6 | 9 | 0.2% |
| 187.5 | 9 | 0.2% |
| 230 | 8 | 0.2% |
| 195.5 | 8 | 0.2% |
| 196 | 8 | 0.2% |
| 209.9 | 8 | 0.2% |
| Other values (1823) | 4632 |
| Value | Count | Frequency (%) |
| 52.9 | 1 | |
| 53.2 | 1 | |
| 56 | 1 | |
| 58.6 | 1 | |
| 58.9 | 1 | |
| 60 | 1 | |
| 60.8 | 1 | |
| 61.9 | 1 | |
| 64.3 | 1 | |
| 65.2 | 1 |
| Value | Count | Frequency (%) |
| 349.4 | 1 | |
| 348.9 | 1 | |
| 348.5 | 1 | |
| 347.3 | 1 | |
| 345.1 | 1 | |
| 344.9 | 1 | |
| 344 | 1 | |
| 341.3 | 1 | |
| 340.3 | 1 | |
| 339.9 | 1 |
totalevecalls
Real number (ℝ)
| Distinct | 117 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.25842 |
| Minimum | 42 |
|---|---|
| Maximum | 159 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 42 |
|---|---|
| 5-th percentile | 68 |
| Q1 | 87 |
| median | 101 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 159 |
| Range | 117 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.578075 |
|---|---|
| Coefficient of variation (CV) | 0.19527611 |
| Kurtosis | -0.12345086 |
| Mean | 100.25842 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.0047917731 |
| Sum | 473320 |
| Variance | 383.301 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 111 | 2.4% |
| 97 | 105 | 2.2% |
| 91 | 104 | 2.2% |
| 103 | 101 | 2.1% |
| 94 | 98 | 2.1% |
| 101 | 97 | 2.1% |
| 104 | 96 | 2.0% |
| 96 | 95 | 2.0% |
| 109 | 94 | 2.0% |
| 111 | 93 | 2.0% |
| Other values (107) | 3727 |
| Value | Count | Frequency (%) |
| 42 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 44 | 2 | < 0.1% |
| 45 | 1 | < 0.1% |
| 46 | 5 | |
| 47 | 2 | < 0.1% |
| 48 | 6 | |
| 49 | 2 | < 0.1% |
| 50 | 4 | |
| 51 | 6 |
| Value | Count | Frequency (%) |
| 159 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 5 | |
| 154 | 4 | |
| 153 | 1 | < 0.1% |
| 152 | 7 | |
| 151 | 4 | |
| 150 | 6 | |
| 149 | 8 |
totalevecharge
Real number (ℝ)
| Distinct | 1619 |
|---|---|
| Distinct (%) | 34.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.061561 |
| Minimum | 4.5 |
|---|---|
| Maximum | 29.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 4.5 |
|---|---|
| 5-th percentile | 10.11 |
| Q1 | 14.17 |
| median | 17.09 |
| Q3 | 19.88 |
| 95-th percentile | 24.08 |
| Maximum | 29.7 |
| Range | 25.2 |
| Interquartile range (IQR) | 5.71 |
Descriptive statistics
| Standard deviation | 4.2212269 |
|---|---|
| Coefficient of variation (CV) | 0.24741153 |
| Kurtosis | -0.14702755 |
| Mean | 17.061561 |
| Median Absolute Deviation (MAD) | 2.88 |
| Skewness | 0.020300672 |
| Sum | 80547.63 |
| Variance | 17.818757 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.12 | 14 | 0.3% |
| 14.25 | 14 | 0.3% |
| 16.97 | 13 | 0.3% |
| 18.96 | 13 | 0.3% |
| 15.9 | 12 | 0.3% |
| 18.79 | 12 | 0.3% |
| 19.41 | 12 | 0.3% |
| 16.41 | 11 | 0.2% |
| 16.18 | 11 | 0.2% |
| 18.62 | 11 | 0.2% |
| Other values (1609) | 4598 |
| Value | Count | Frequency (%) |
| 4.5 | 1 | |
| 4.52 | 1 | |
| 4.76 | 1 | |
| 4.98 | 1 | |
| 5.01 | 1 | |
| 5.1 | 1 | |
| 5.17 | 1 | |
| 5.26 | 1 | |
| 5.47 | 1 | |
| 5.54 | 1 |
| Value | Count | Frequency (%) |
| 29.7 | 1 | |
| 29.66 | 1 | |
| 29.62 | 1 | |
| 29.52 | 1 | |
| 29.33 | 1 | |
| 29.32 | 1 | |
| 29.24 | 1 | |
| 29.01 | 1 | |
| 28.93 | 1 | |
| 28.89 | 1 |
totalnightminutes
Real number (ℝ)
| Distinct | 1809 |
|---|---|
| Distinct (%) | 38.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.39343 |
| Minimum | 53.3 |
|---|---|
| Maximum | 349.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 53.3 |
|---|---|
| 5-th percentile | 117.9 |
| Q1 | 167.1 |
| median | 200.4 |
| Q3 | 234.7 |
| 95-th percentile | 282.5 |
| Maximum | 349.2 |
| Range | 295.9 |
| Interquartile range (IQR) | 67.6 |
Descriptive statistics
| Standard deviation | 49.585817 |
|---|---|
| Coefficient of variation (CV) | 0.24744233 |
| Kurtosis | -0.19070447 |
| Mean | 200.39343 |
| Median Absolute Deviation (MAD) | 33.7 |
| Skewness | -0.013386375 |
| Sum | 946057.4 |
| Variance | 2458.7533 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 188.2 | 11 | 0.2% |
| 194.3 | 11 | 0.2% |
| 208.9 | 10 | 0.2% |
| 186.2 | 10 | 0.2% |
| 228.1 | 10 | 0.2% |
| 191.4 | 9 | 0.2% |
| 214.7 | 9 | 0.2% |
| 192.7 | 9 | 0.2% |
| 197.4 | 9 | 0.2% |
| 193.6 | 9 | 0.2% |
| Other values (1799) | 4624 |
| Value | Count | Frequency (%) |
| 53.3 | 1 | |
| 54 | 1 | |
| 54.5 | 1 | |
| 56.6 | 1 | |
| 57.5 | 1 | |
| 59.5 | 1 | |
| 60.3 | 1 | |
| 61.4 | 1 | |
| 63.3 | 1 | |
| 63.6 | 1 |
| Value | Count | Frequency (%) |
| 349.2 | 1 | |
| 345.8 | 1 | |
| 344.3 | 1 | |
| 342.8 | 1 | |
| 336.1 | 1 | |
| 334.7 | 1 | |
| 333.5 | 2 | |
| 332.8 | 1 | |
| 332.7 | 1 | |
| 332.2 | 2 |
totalnightcalls
Real number (ℝ)
| Distinct | 116 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.905317 |
| Minimum | 42 |
|---|---|
| Maximum | 159 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 42 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 159 |
| Range | 117 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.596451 |
|---|---|
| Coefficient of variation (CV) | 0.19615024 |
| Kurtosis | -0.15723154 |
| Mean | 99.905317 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.0081001396 |
| Sum | 471653 |
| Variance | 384.02091 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 115 | 2.4% |
| 100 | 101 | 2.1% |
| 102 | 101 | 2.1% |
| 91 | 101 | 2.1% |
| 104 | 101 | 2.1% |
| 99 | 100 | 2.1% |
| 94 | 99 | 2.1% |
| 98 | 98 | 2.1% |
| 95 | 96 | 2.0% |
| 103 | 95 | 2.0% |
| Other values (106) | 3714 |
| Value | Count | Frequency (%) |
| 42 | 4 | 0.1% |
| 43 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 46 | 3 | 0.1% |
| 48 | 3 | 0.1% |
| 49 | 4 | 0.1% |
| 50 | 5 | |
| 51 | 4 | 0.1% |
| 52 | 4 | 0.1% |
| 53 | 10 |
| Value | Count | Frequency (%) |
| 159 | 2 | < 0.1% |
| 158 | 2 | < 0.1% |
| 157 | 2 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 4 | |
| 154 | 3 | 0.1% |
| 153 | 3 | 0.1% |
| 152 | 2 | < 0.1% |
| 151 | 8 | |
| 150 | 5 |
totalnightcharge
Real number (ℝ)
| Distinct | 999 |
|---|---|
| Distinct (%) | 21.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0178183 |
| Minimum | 2.4 |
|---|---|
| Maximum | 15.71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 2.4 |
|---|---|
| 5-th percentile | 5.31 |
| Q1 | 7.52 |
| median | 9.02 |
| Q3 | 10.56 |
| 95-th percentile | 12.71 |
| Maximum | 15.71 |
| Range | 13.31 |
| Interquartile range (IQR) | 3.04 |
Descriptive statistics
| Standard deviation | 2.2313705 |
|---|---|
| Coefficient of variation (CV) | 0.24744018 |
| Kurtosis | -0.19080617 |
| Mean | 9.0178183 |
| Median Absolute Deviation (MAD) | 1.52 |
| Skewness | -0.013421393 |
| Sum | 42573.12 |
| Variance | 4.9790145 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.47 | 19 | 0.4% |
| 9.66 | 18 | 0.4% |
| 8.15 | 18 | 0.4% |
| 10.26 | 18 | 0.4% |
| 10.8 | 17 | 0.4% |
| 10.49 | 17 | 0.4% |
| 9.63 | 17 | 0.4% |
| 9.4 | 17 | 0.4% |
| 9.76 | 16 | 0.3% |
| 9.65 | 16 | 0.3% |
| Other values (989) | 4548 |
| Value | Count | Frequency (%) |
| 2.4 | 1 | |
| 2.43 | 1 | |
| 2.45 | 1 | |
| 2.55 | 1 | |
| 2.59 | 1 | |
| 2.68 | 1 | |
| 2.71 | 1 | |
| 2.76 | 1 | |
| 2.85 | 1 | |
| 2.86 | 1 |
| Value | Count | Frequency (%) |
| 15.71 | 1 | |
| 15.56 | 1 | |
| 15.49 | 1 | |
| 15.43 | 1 | |
| 15.12 | 1 | |
| 15.06 | 1 | |
| 15.01 | 2 | |
| 14.98 | 1 | |
| 14.97 | 1 | |
| 14.95 | 2 |
totalintlminutes
Real number (ℝ)
| Distinct | 153 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.319996 |
| Minimum | 2.5 |
|---|---|
| Maximum | 18.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 5.9 |
| Q1 | 8.6 |
| median | 10.4 |
| Q3 | 12 |
| 95-th percentile | 14.6 |
| Maximum | 18.2 |
| Range | 15.7 |
| Interquartile range (IQR) | 3.4 |
Descriptive statistics
| Standard deviation | 2.6119945 |
|---|---|
| Coefficient of variation (CV) | 0.25310035 |
| Kurtosis | -0.12421981 |
| Mean | 10.319996 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | -0.015032267 |
| Sum | 48720.7 |
| Variance | 6.8225153 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.8 | 85 | 1.8% |
| 11.1 | 84 | 1.8% |
| 10.5 | 78 | 1.7% |
| 11.3 | 78 | 1.7% |
| 10.1 | 78 | 1.7% |
| 11.4 | 78 | 1.7% |
| 10.9 | 77 | 1.6% |
| 10 | 74 | 1.6% |
| 10.6 | 74 | 1.6% |
| 11 | 74 | 1.6% |
| Other values (143) | 3941 |
| Value | Count | Frequency (%) |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| 2.7 | 1 | < 0.1% |
| 2.9 | 2 | < 0.1% |
| 3.1 | 2 | < 0.1% |
| 3.3 | 2 | < 0.1% |
| 3.4 | 2 | < 0.1% |
| 3.5 | 5 | |
| 3.6 | 2 | < 0.1% |
| 3.7 | 5 |
| Value | Count | Frequency (%) |
| 18.2 | 2 | |
| 18 | 3 | |
| 17.9 | 1 | < 0.1% |
| 17.8 | 3 | |
| 17.7 | 1 | < 0.1% |
| 17.6 | 2 | |
| 17.5 | 3 | |
| 17.3 | 3 | |
| 17.2 | 3 | |
| 17.1 | 1 | < 0.1% |
totalintlcalls
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3226011 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.1522396 |
|---|---|
| Coefficient of variation (CV) | 0.49790381 |
| Kurtosis | 0.30889288 |
| Mean | 4.3226011 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7903479 |
| Sum | 20407 |
| Variance | 4.6321353 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 961 | |
| 4 | 912 | |
| 2 | 714 | |
| 5 | 684 | |
| 6 | 477 | |
| 7 | 295 | 6.2% |
| 1 | 249 | 5.3% |
| 8 | 169 | 3.6% |
| 9 | 143 | 3.0% |
| 10 | 74 | 1.6% |
| Value | Count | Frequency (%) |
| 1 | 249 | 5.3% |
| 2 | 714 | |
| 3 | 961 | |
| 4 | 912 | |
| 5 | 684 | |
| 6 | 477 | |
| 7 | 295 | 6.2% |
| 8 | 169 | 3.6% |
| 9 | 143 | 3.0% |
| 10 | 74 | 1.6% |
| Value | Count | Frequency (%) |
| 11 | 43 | 0.9% |
| 10 | 74 | 1.6% |
| 9 | 143 | 3.0% |
| 8 | 169 | 3.6% |
| 7 | 295 | 6.2% |
| 6 | 477 | |
| 5 | 684 | |
| 4 | 912 | |
| 3 | 961 | |
| 2 | 714 |
totalintlcharge
Real number (ℝ)
| Distinct | 153 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7869159 |
| Minimum | 0.68 |
|---|---|
| Maximum | 4.91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 0.68 |
|---|---|
| 5-th percentile | 1.59 |
| Q1 | 2.32 |
| median | 2.81 |
| Q3 | 3.24 |
| 95-th percentile | 3.94 |
| Maximum | 4.91 |
| Range | 4.23 |
| Interquartile range (IQR) | 0.92 |
Descriptive statistics
| Standard deviation | 0.70516393 |
|---|---|
| Coefficient of variation (CV) | 0.25302663 |
| Kurtosis | -0.12414773 |
| Mean | 2.7869159 |
| Median Absolute Deviation (MAD) | 0.46 |
| Skewness | -0.015054879 |
| Sum | 13157.03 |
| Variance | 0.49725616 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.65 | 85 | 1.8% |
| 3 | 84 | 1.8% |
| 2.84 | 78 | 1.7% |
| 3.05 | 78 | 1.7% |
| 2.73 | 78 | 1.7% |
| 3.08 | 78 | 1.7% |
| 2.94 | 77 | 1.6% |
| 2.7 | 74 | 1.6% |
| 2.86 | 74 | 1.6% |
| 2.97 | 74 | 1.6% |
| Other values (143) | 3941 |
| Value | Count | Frequency (%) |
| 0.68 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.73 | 1 | < 0.1% |
| 0.78 | 2 | < 0.1% |
| 0.84 | 2 | < 0.1% |
| 0.89 | 2 | < 0.1% |
| 0.92 | 2 | < 0.1% |
| 0.95 | 5 | |
| 0.97 | 2 | < 0.1% |
| 1 | 5 |
| Value | Count | Frequency (%) |
| 4.91 | 2 | |
| 4.86 | 3 | |
| 4.83 | 1 | < 0.1% |
| 4.81 | 3 | |
| 4.78 | 1 | < 0.1% |
| 4.75 | 2 | |
| 4.73 | 3 | |
| 4.67 | 3 | |
| 4.64 | 3 | |
| 4.62 | 1 | < 0.1% |
numbercustomerservicecalls
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5255243 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 971 |
| Zeros (%) | 20.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2119789 |
|---|---|
| Coefficient of variation (CV) | 0.79446715 |
| Kurtosis | 0.017259047 |
| Mean | 1.5255243 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.70614853 |
| Sum | 7202 |
| Variance | 1.4688929 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1691 | |
| 2 | 1090 | |
| 0 | 971 | |
| 3 | 635 | 13.5% |
| 4 | 244 | 5.2% |
| 5 | 90 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 971 | |
| 1 | 1691 | |
| 2 | 1090 | |
| 3 | 635 | 13.5% |
| 4 | 244 | 5.2% |
| 5 | 90 | 1.9% |
| Value | Count | Frequency (%) |
| 5 | 90 | 1.9% |
| 4 | 244 | 5.2% |
| 3 | 635 | 13.5% |
| 2 | 1090 | |
| 1 | 1691 | |
| 0 | 971 |
| accountlength | numbervmailmessages | totaldayminutes | totaldaycalls | totaldaycharge | totaleveminutes | totalevecalls | totalevecharge | totalnightminutes | totalnightcalls | totalnightcharge | totalintlminutes | totalintlcalls | totalintlcharge | numbercustomerservicecalls | churn | internationalplan | voicemailplan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| accountlength | 1.000 | -0.007 | 0.005 | 0.026 | 0.005 | -0.018 | 0.007 | -0.018 | -0.003 | -0.005 | -0.003 | 0.012 | 0.019 | 0.012 | -0.008 | 0.000 | 0.000 | 0.021 |
| numbervmailmessages | -0.007 | 1.000 | 0.010 | -0.002 | 0.010 | 0.024 | -0.004 | 0.024 | 0.001 | -0.005 | 0.001 | 0.002 | -0.020 | 0.002 | -0.014 | 0.110 | 0.006 | 0.998 |
| totaldayminutes | 0.005 | 0.010 | 1.000 | 0.006 | 1.000 | -0.008 | 0.015 | -0.008 | 0.005 | -0.002 | 0.005 | -0.027 | -0.009 | -0.027 | 0.002 | 0.363 | 0.046 | 0.014 |
| totaldaycalls | 0.026 | -0.002 | 0.006 | 1.000 | 0.006 | 0.010 | 0.009 | 0.010 | 0.002 | -0.005 | 0.002 | 0.004 | 0.013 | 0.004 | -0.014 | 0.017 | 0.000 | 0.022 |
| totaldaycharge | 0.005 | 0.010 | 1.000 | 0.006 | 1.000 | -0.008 | 0.015 | -0.008 | 0.005 | -0.002 | 0.005 | -0.027 | -0.009 | -0.027 | 0.002 | 0.363 | 0.045 | 0.011 |
| totaleveminutes | -0.018 | 0.024 | -0.008 | 0.010 | -0.008 | 1.000 | 0.001 | 1.000 | -0.021 | 0.011 | -0.021 | 0.013 | 0.010 | 0.013 | -0.023 | 0.089 | 0.020 | 0.033 |
| totalevecalls | 0.007 | -0.004 | 0.015 | 0.009 | 0.015 | 0.001 | 1.000 | 0.001 | 0.016 | -0.018 | 0.016 | -0.012 | 0.004 | -0.012 | 0.005 | 0.033 | 0.000 | 0.024 |
| totalevecharge | -0.018 | 0.024 | -0.008 | 0.010 | -0.008 | 1.000 | 0.001 | 1.000 | -0.021 | 0.011 | -0.021 | 0.013 | 0.010 | 0.013 | -0.023 | 0.088 | 0.019 | 0.033 |
| totalnightminutes | -0.003 | 0.001 | 0.005 | 0.002 | 0.005 | -0.021 | 0.016 | -0.021 | 1.000 | 0.014 | 1.000 | -0.006 | -0.010 | -0.006 | -0.018 | 0.039 | 0.031 | 0.006 |
| totalnightcalls | -0.005 | -0.005 | -0.002 | -0.005 | -0.002 | 0.011 | -0.018 | 0.011 | 0.014 | 1.000 | 0.014 | 0.010 | 0.003 | 0.010 | 0.001 | 0.000 | 0.000 | 0.000 |
| totalnightcharge | -0.003 | 0.001 | 0.005 | 0.002 | 0.005 | -0.021 | 0.016 | -0.021 | 1.000 | 0.014 | 1.000 | -0.006 | -0.010 | -0.006 | -0.018 | 0.041 | 0.034 | 0.000 |
| totalintlminutes | 0.012 | 0.002 | -0.027 | 0.004 | -0.027 | 0.013 | -0.012 | 0.013 | -0.006 | 0.010 | -0.006 | 1.000 | -0.007 | 1.000 | -0.010 | 0.102 | 0.033 | 0.000 |
| totalintlcalls | 0.019 | -0.020 | -0.009 | 0.013 | -0.009 | 0.010 | 0.004 | 0.010 | -0.010 | 0.003 | -0.010 | -0.007 | 1.000 | -0.007 | 0.003 | 0.082 | 0.000 | 0.000 |
| totalintlcharge | 0.012 | 0.002 | -0.027 | 0.004 | -0.027 | 0.013 | -0.012 | 0.013 | -0.006 | 0.010 | -0.006 | 1.000 | -0.007 | 1.000 | -0.010 | 0.102 | 0.033 | 0.000 |
| numbercustomerservicecalls | -0.008 | -0.014 | 0.002 | -0.014 | 0.002 | -0.023 | 0.005 | -0.023 | -0.018 | 0.001 | -0.018 | -0.010 | 0.003 | -0.010 | 1.000 | 0.285 | 0.000 | 0.027 |
| churn | 0.000 | 0.110 | 0.363 | 0.017 | 0.363 | 0.089 | 0.033 | 0.088 | 0.039 | 0.000 | 0.041 | 0.102 | 0.082 | 0.102 | 0.285 | 1.000 | 0.255 | 0.111 |
| internationalplan | 0.000 | 0.006 | 0.046 | 0.000 | 0.045 | 0.020 | 0.000 | 0.019 | 0.031 | 0.000 | 0.034 | 0.033 | 0.000 | 0.033 | 0.000 | 0.255 | 1.000 | 0.000 |
| voicemailplan | 0.021 | 0.998 | 0.014 | 0.022 | 0.011 | 0.033 | 0.024 | 0.033 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.111 | 0.000 | 1.000 |
| churn | accountlength | internationalplan | voicemailplan | numbervmailmessages | totaldayminutes | totaldaycalls | totaldaycharge | totaleveminutes | totalevecalls | totalevecharge | totalnightminutes | totalnightcalls | totalnightcharge | totalintlminutes | totalintlcalls | totalintlcharge | numbercustomerservicecalls | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 128 | 0 | 1 | 25 | 265.1 | 110 | 45.07 | 197.4 | 99 | 16.78 | 244.7 | 91 | 11.01 | 10.0 | 3 | 2.70 | 1 |
| 1 | 0 | 107 | 0 | 1 | 26 | 161.6 | 123 | 27.47 | 195.5 | 103 | 16.62 | 254.4 | 103 | 11.45 | 13.7 | 3 | 3.70 | 1 |
| 2 | 0 | 137 | 0 | 0 | 0 | 243.4 | 114 | 41.38 | 121.2 | 110 | 10.30 | 162.6 | 104 | 7.32 | 12.2 | 5 | 3.29 | 0 |
| 3 | 0 | 84 | 1 | 0 | 0 | 299.4 | 71 | 50.90 | 61.9 | 88 | 5.26 | 196.9 | 89 | 8.86 | 6.6 | 7 | 1.78 | 2 |
| 4 | 0 | 75 | 1 | 0 | 0 | 166.7 | 113 | 28.34 | 148.3 | 122 | 12.61 | 186.9 | 121 | 8.41 | 10.1 | 3 | 2.73 | 3 |
| 5 | 0 | 118 | 1 | 0 | 0 | 223.4 | 98 | 37.98 | 220.6 | 101 | 18.75 | 203.9 | 118 | 9.18 | 6.3 | 6 | 1.70 | 0 |
| 6 | 0 | 121 | 0 | 1 | 24 | 218.2 | 88 | 37.09 | 348.5 | 108 | 29.62 | 212.6 | 118 | 9.57 | 7.5 | 7 | 2.03 | 3 |
| 7 | 0 | 147 | 1 | 0 | 0 | 157.0 | 79 | 26.69 | 103.1 | 94 | 8.76 | 211.8 | 96 | 9.53 | 7.1 | 6 | 1.92 | 0 |
| 9 | 0 | 141 | 1 | 1 | 37 | 258.6 | 84 | 43.96 | 222.0 | 111 | 18.87 | 326.4 | 97 | 14.69 | 11.2 | 5 | 3.02 | 0 |
| 10 | 1 | 65 | 0 | 0 | 0 | 129.1 | 137 | 21.95 | 228.5 | 83 | 19.42 | 208.8 | 111 | 9.40 | 12.7 | 6 | 3.43 | 4 |
| churn | accountlength | internationalplan | voicemailplan | numbervmailmessages | totaldayminutes | totaldaycalls | totaldaycharge | totaleveminutes | totalevecalls | totalevecharge | totalnightminutes | totalnightcalls | totalnightcharge | totalintlminutes | totalintlcalls | totalintlcharge | numbercustomerservicecalls | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4989 | 0 | 150 | 0 | 0 | 0 | 170.0 | 115 | 28.90 | 162.7 | 138 | 13.83 | 267.2 | 77 | 12.02 | 8.3 | 2 | 2.24 | 0 |
| 4990 | 1 | 140 | 0 | 0 | 0 | 244.7 | 115 | 41.60 | 258.6 | 101 | 21.98 | 231.3 | 112 | 10.41 | 7.5 | 6 | 2.03 | 1 |
| 4991 | 1 | 97 | 0 | 0 | 0 | 252.6 | 89 | 42.94 | 340.3 | 91 | 28.93 | 256.5 | 67 | 11.54 | 8.8 | 5 | 2.38 | 1 |
| 4992 | 0 | 83 | 0 | 0 | 0 | 188.3 | 70 | 32.01 | 243.8 | 88 | 20.72 | 213.7 | 79 | 9.62 | 10.3 | 6 | 2.78 | 0 |
| 4993 | 0 | 73 | 0 | 0 | 0 | 177.9 | 89 | 30.24 | 131.2 | 82 | 11.15 | 186.2 | 89 | 8.38 | 11.5 | 6 | 3.11 | 3 |
| 4994 | 0 | 75 | 0 | 0 | 0 | 170.7 | 101 | 29.02 | 193.1 | 126 | 16.41 | 129.1 | 104 | 5.81 | 6.9 | 7 | 1.86 | 1 |
| 4995 | 0 | 50 | 0 | 1 | 40 | 235.7 | 127 | 40.07 | 223.0 | 126 | 18.96 | 297.5 | 116 | 13.39 | 9.9 | 5 | 2.67 | 2 |
| 4996 | 1 | 152 | 0 | 0 | 0 | 184.2 | 90 | 31.31 | 256.8 | 73 | 21.83 | 213.6 | 113 | 9.61 | 14.7 | 2 | 3.97 | 3 |
| 4997 | 0 | 61 | 0 | 0 | 0 | 140.6 | 89 | 23.90 | 172.8 | 128 | 14.69 | 212.4 | 97 | 9.56 | 13.6 | 4 | 3.67 | 1 |
| 4998 | 0 | 109 | 0 | 0 | 0 | 188.8 | 67 | 32.10 | 171.7 | 92 | 14.59 | 224.4 | 89 | 10.10 | 8.5 | 6 | 2.30 | 0 |